Pith Number

pith:XKX2DUEP

pith:2024:XKX2DUEPUUWM7PHBZUMV4BH4FL

not attested not anchored not stored refs pending

On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists

Bettina Messmer, Dongyang Fan, Martin Jaggi, Nikita Doikov

arxiv:2409.13931 v4 · 2024-09-20 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XKX2DUEPUUWM7PHBZUMV4BH4FL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T11:11:35.014421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

baafa1d08fa52ccfbce1cd195e04fc2af1c78e084c09d0f007243ec24d2ef708

Aliases

arxiv: 2409.13931 · arxiv_version: 2409.13931v4 · doi: 10.48550/arxiv.2409.13931 · pith_short_12: XKX2DUEPUUWM · pith_short_16: XKX2DUEPUUWM7PHB · pith_short_8: XKX2DUEP

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/XKX2DUEPUUWM7PHBZUMV4BH4FL \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: baafa1d08fa52ccfbce1cd195e04fc2af1c78e084c09d0f007243ec24d2ef708

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21deb8493b3f8262f4a927df21d4fe9e313aacf290c4cf5461fb0f3a7a1d7801",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-20T22:34:37Z",
    "title_canon_sha256": "2f2c02e00aca7f0658b38a7c0e5d35f438ce9bb25b892e48250bb4525d9d693a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.13931",
    "kind": "arxiv",
    "version": 4
  }
}